Skip to main content
Top
Published in: Journal of Gastrointestinal Surgery 7/2018

01-07-2018 | Original Article

Prospective Validation of the Iowa Rectal Surgery Risk Calculator

Authors: Scott K. Sherman, Jennifer E. Hrabe, Emily Huang, John W. Cromwell, John C. Byrn

Published in: Journal of Gastrointestinal Surgery | Issue 7/2018

Login to get access

Abstract

Background

The Iowa Rectal Surgery Risk Calculator estimates risk for proctectomy procedures. The Iowa Calculator performed well on NSQIP 2010–2011 training and 2005–2009 validation datasets, but was not prospectively validated and did not include low anterior resections. This study sought to demonstrate validity on new independent data, to update the calculator to include low anterior resection, and to compare performance to other risk assessment tools.

Methods

Non-emergent ACS-NSQIP proctectomy and low anterior resection data from 2010 to 2015 (n = 65,683) were included. The Iowa Calculator generated risk estimates for 30-day morbidity using 2012–2015 data. An Updated Calculator used 2010–2011 training data to include low anterior resection, with validation on 2012–2015 data. NSQIP data provided NSQIP Morbidity Model predictions and a custom web-script collected ACS-NSQIP Online Surgical Risk Calculator predictions for all patients.

Results

Proctectomy morbidity (not including low anterior resection) decreased from 40.4% in 2010–2011 to 37.0% in 2012–2015. Low anterior resection had lower morbidity (22.4% in 2012–15). The Iowa Calculator demonstrated good discrimination and calibration using 2012–2015 data (C-statistic 0.676, deviance + 9.2%). After including low anterior resection, the Updated Iowa Calculator performed well during training (c-statistic 0.696, deviance 0%) and validation (C-statistic 0.706, deviance + 7.9%). The Updated Iowa Calculator had significantly better discrimination and calibration than morbidity predictions from the ACS Online Calculator (C-statistic 0.693, P < 0.001, deviance − 28.1%) and NSQIP General/Vascular Surgery Model (C-statistic 0.703, P < 0.05, deviance − 40.8%).

Conclusion

When applied to new independent data, the Iowa Calculator supplies accurate risk estimates. The Updated Iowa Calculator includes low anterior resection, and both are prospectively validated. Risk estimation by the Iowa Calculators was superior to ACS-provided risk tools.
Appendix
Available only for authorised users
Literature
1.
go back to reference Balentine, C. J. et al. Waist circumference predicts increased complications in rectal cancer surgery. J. Gastrointest. Surg. 2010 Nov; 14(11):1669–1679.CrossRefPubMed Balentine, C. J. et al. Waist circumference predicts increased complications in rectal cancer surgery. J. Gastrointest. Surg. 2010 Nov; 14(11):1669–1679.CrossRefPubMed
2.
go back to reference Ballian, N. et al. Body mass index does not affect postoperative morbidity and oncologic outcomes of total mesorectal excision for rectal adenocarcinoma. Ann. Surg. Oncol. 2010 Jun;17(6):1606–1613.CrossRefPubMed Ballian, N. et al. Body mass index does not affect postoperative morbidity and oncologic outcomes of total mesorectal excision for rectal adenocarcinoma. Ann. Surg. Oncol. 2010 Jun;17(6):1606–1613.CrossRefPubMed
3.
go back to reference Canedo, J. A., Pinto, R. A., McLemore, E. C., Rosen, L. & Wexner, S. D. Restorative proctectomy with ileal pouch-anal anastomosis in obese patients. Dis. Colon rectum 2010 Jul; 53(7):1030–1034.CrossRefPubMed Canedo, J. A., Pinto, R. A., McLemore, E. C., Rosen, L. & Wexner, S. D. Restorative proctectomy with ileal pouch-anal anastomosis in obese patients. Dis. Colon rectum 2010 Jul; 53(7):1030–1034.CrossRefPubMed
4.
go back to reference Hrabe, J. E., Sherman, S. K., Charlton, M. E., Cromwell, J. W. & Byrn, J. C. Effect of BMI on outcomes in proctectomy. Dis. Colon rectum 2014 May; 57(5):608–615. Hrabe, J. E., Sherman, S. K., Charlton, M. E., Cromwell, J. W. & Byrn, J. C. Effect of BMI on outcomes in proctectomy. Dis. Colon rectum 2014 May; 57(5):608–615.
5.
go back to reference Sherman, S. K., Hrabe, J. E., Charlton, M. E., Cromwell, J. W. & Byrn, J. C. Development of an improved risk calculator for complications in proctectomy. J. Gastrointest. Surg. 2014 May; 18(5):986–994.CrossRefPubMedPubMedCentral Sherman, S. K., Hrabe, J. E., Charlton, M. E., Cromwell, J. W. & Byrn, J. C. Development of an improved risk calculator for complications in proctectomy. J. Gastrointest. Surg. 2014 May; 18(5):986–994.CrossRefPubMedPubMedCentral
6.
go back to reference Collins, G. S., Reitsma, J. B., Altman, D. G. & Moons, K. G. Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): the TRIPOD statement. Ann. Intern. Med. 2015 Jan; 162(1):55–63.CrossRefPubMed Collins, G. S., Reitsma, J. B., Altman, D. G. & Moons, K. G. Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): the TRIPOD statement. Ann. Intern. Med. 2015 Jan; 162(1):55–63.CrossRefPubMed
7.
go back to reference Bilimoria, K. Y. et al. Development and evaluation of the universal ACS NSQIP surgical risk calculator: a decision aid and informed consent tool for patients and surgeons. J. Am. Coll. Surg. 2013 Nov; 217(5):833–842.CrossRefPubMedPubMedCentral Bilimoria, K. Y. et al. Development and evaluation of the universal ACS NSQIP surgical risk calculator: a decision aid and informed consent tool for patients and surgeons. J. Am. Coll. Surg. 2013 Nov; 217(5):833–842.CrossRefPubMedPubMedCentral
10.
go back to reference Hochberg, Y. & Benjamini, Y. More powerful procedures for multiple significance testing. Stat. Med. 1990 Jul; 9(7):811–818.CrossRefPubMed Hochberg, Y. & Benjamini, Y. More powerful procedures for multiple significance testing. Stat. Med. 1990 Jul; 9(7):811–818.CrossRefPubMed
12.
go back to reference Hanley, J. A. & McNeil, B. J. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 1982 Apr; 143(1):29–36.CrossRefPubMed Hanley, J. A. & McNeil, B. J. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 1982 Apr; 143(1):29–36.CrossRefPubMed
13.
go back to reference Brier, G. Verification of forecasts expressed in terms of probability. Monthly Weather Review. 1950 Jan; 78(1):1–3.CrossRef Brier, G. Verification of forecasts expressed in terms of probability. Monthly Weather Review. 1950 Jan; 78(1):1–3.CrossRef
14.
go back to reference Wilks, D. S. Statistical Methods in the Atmospheric Sciences. Academic Press, San Diego, CA, Mar. 1995. Wilks, D. S. Statistical Methods in the Atmospheric Sciences. Academic Press, San Diego, CA, Mar. 1995.
15.
go back to reference Bouwmeester, W. et al. Reporting and methods in clinical prediction research: a systematic review. PLoS Med. 2012; 9(5):1–12.CrossRefPubMed Bouwmeester, W. et al. Reporting and methods in clinical prediction research: a systematic review. PLoS Med. 2012; 9(5):1–12.CrossRefPubMed
16.
go back to reference Collins, G. S. et al. External validation of multivariable prediction models: a systematic review of methodological conduct and reporting. BMC Med. Res. Methodol. 2014 Mar; 14:40. 17. Collins, G. S. et al. External validation of multivariable prediction models: a systematic review of methodological conduct and reporting. BMC Med. Res. Methodol. 2014 Mar; 14:40. 17.
17.
go back to reference Moons, K. G. et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration. Ann. Intern. Med. 2015 Jan; 162(1):1–73.CrossRef Moons, K. G. et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration. Ann. Intern. Med. 2015 Jan; 162(1):1–73.CrossRef
18.
go back to reference House, M. G. et al. Survival after hepatic resection for metastatic colorectal cancer: trends in outcomes for 1,600 patients during two decades at a single institution. J. Am. Coll. Surg. 2010 May; 210(5):744–752.CrossRefPubMed House, M. G. et al. Survival after hepatic resection for metastatic colorectal cancer: trends in outcomes for 1,600 patients during two decades at a single institution. J. Am. Coll. Surg. 2010 May; 210(5):744–752.CrossRefPubMed
19.
go back to reference Molena, D., Mungo, B., Stem, M., Feinberg, R. L. & Lidor, A. O. Prevalence, impact, and risk factors for hospital-acquired conditions after major surgical resection for cancer: a NSQIP analysis. J. Gastrointest. Surg. 2015 Jan; 19(1):142–151.CrossRefPubMed Molena, D., Mungo, B., Stem, M., Feinberg, R. L. & Lidor, A. O. Prevalence, impact, and risk factors for hospital-acquired conditions after major surgical resection for cancer: a NSQIP analysis. J. Gastrointest. Surg. 2015 Jan; 19(1):142–151.CrossRefPubMed
20.
go back to reference Nygren, J. et al. Guidelines for perioperative care in elective rectal/pelvic surgery: Enhanced Recovery After Surgery (ERAS) Society recommendations. World J. Surg. 2013 Feb; 37(2):285–305.CrossRefPubMed Nygren, J. et al. Guidelines for perioperative care in elective rectal/pelvic surgery: Enhanced Recovery After Surgery (ERAS) Society recommendations. World J. Surg. 2013 Feb; 37(2):285–305.CrossRefPubMed
21.
go back to reference Rosenberger, L. H., Politano, A. D. & Sawyer, R. G. The surgical care improvement project and prevention of post-operative infection, including surgical site infection. Surg. Infect. (Larchmt) 2011 Jun; 12(3):163–168. Rosenberger, L. H., Politano, A. D. & Sawyer, R. G. The surgical care improvement project and prevention of post-operative infection, including surgical site infection. Surg. Infect. (Larchmt) 2011 Jun; 12(3):163–168.
22.
go back to reference Arriaga, A. F. et al. The better colectomy project: association of evidence-based best-practice adherence rates to outcomes in colorectal surgery. Ann. Surg. 2009 Oct; 250(4):507–513.PubMed Arriaga, A. F. et al. The better colectomy project: association of evidence-based best-practice adherence rates to outcomes in colorectal surgery. Ann. Surg. 2009 Oct; 250(4):507–513.PubMed
23.
go back to reference Ohman, K. A. et al. Combination of Oral Antibiotics and Mechanical Bowel Preparation Reduces Surgical Site Infection in Colorectal Surgery. J. Am. Coll. Surg. 2017 Oct; 225(4):465–471.CrossRefPubMed Ohman, K. A. et al. Combination of Oral Antibiotics and Mechanical Bowel Preparation Reduces Surgical Site Infection in Colorectal Surgery. J. Am. Coll. Surg. 2017 Oct; 225(4):465–471.CrossRefPubMed
24.
go back to reference Cannon, J. A. et al. Preoperative oral antibiotics reduce surgical site infection following elective colorectal resections. Dis. Colon rectum 2012 Nov; 55(11):1160–1166.CrossRefPubMed Cannon, J. A. et al. Preoperative oral antibiotics reduce surgical site infection following elective colorectal resections. Dis. Colon rectum 2012 Nov; 55(11):1160–1166.CrossRefPubMed
25.
go back to reference Connolly, T. M., Foppa, C., Kazi, E., Denoya, P. I. & Bergamaschi, R. Impact of a surgical site infection reduction strategy after colorectal resection. Colorectal Dis. 2016 Sep; 18(9):910–918.CrossRefPubMed Connolly, T. M., Foppa, C., Kazi, E., Denoya, P. I. & Bergamaschi, R. Impact of a surgical site infection reduction strategy after colorectal resection. Colorectal Dis. 2016 Sep; 18(9):910–918.CrossRefPubMed
26.
go back to reference Cook, N. R. Use and misuse of the receiver operating characteristic curve in risk prediction. Circulation 2007 Feb; 115(7), 928–935.CrossRefPubMed Cook, N. R. Use and misuse of the receiver operating characteristic curve in risk prediction. Circulation 2007 Feb; 115(7), 928–935.CrossRefPubMed
27.
go back to reference Cohen, M. E., Liu, Y., Ko, C. Y. & Hall, B. L. An Examination of American College of Surgeons NSQIP Surgical Risk Calculator Accuracy. J. Am. Coll. Surg. 2017 May; 224(5):787–795.CrossRefPubMed Cohen, M. E., Liu, Y., Ko, C. Y. & Hall, B. L. An Examination of American College of Surgeons NSQIP Surgical Risk Calculator Accuracy. J. Am. Coll. Surg. 2017 May; 224(5):787–795.CrossRefPubMed
28.
go back to reference Liu, Y., Cohen, M. E., Hall, B. L., Ko, C. Y. & Bilimoria, K. Y. Evaluation and Enhancement of Calibration in the American College of Surgeons NSQIP Surgical Risk Calculator. J. Am. Coll. Surg. 2016 Aug; 223(2):231–239.CrossRefPubMed Liu, Y., Cohen, M. E., Hall, B. L., Ko, C. Y. & Bilimoria, K. Y. Evaluation and Enhancement of Calibration in the American College of Surgeons NSQIP Surgical Risk Calculator. J. Am. Coll. Surg. 2016 Aug; 223(2):231–239.CrossRefPubMed
29.
go back to reference Kramer, A. A. & Zimmerman, J. E. Assessing the calibration of mortality benchmarks in critical care: The Hosmer-Lemeshow test revisited. Crit. Care Med. 2007 Sep; 35(9):2052–2056. 30. Kramer, A. A. & Zimmerman, J. E. Assessing the calibration of mortality benchmarks in critical care: The Hosmer-Lemeshow test revisited. Crit. Care Med. 2007 Sep; 35(9):2052–2056. 30.
30.
go back to reference Paul, P., Pennell, M. L. & Lemeshow, S. Standardizing the power of the Hosmer-Lemeshow goodness of fit test in large data sets. Stat. Med. 2013 Jan; 32(1):67–80.CrossRefPubMed Paul, P., Pennell, M. L. & Lemeshow, S. Standardizing the power of the Hosmer-Lemeshow goodness of fit test in large data sets. Stat. Med. 2013 Jan; 32(1):67–80.CrossRefPubMed
31.
go back to reference Paruch, J. L., Ko, C. Y. & Bilimoria, K. Y. An opportunity to improve informed consent and shared decision making: the role of the ACS NSQIP Surgical Risk Calculator in oncology. Ann. Surg. Oncol. 2014 Jan; 21(1):5–7.CrossRefPubMed Paruch, J. L., Ko, C. Y. & Bilimoria, K. Y. An opportunity to improve informed consent and shared decision making: the role of the ACS NSQIP Surgical Risk Calculator in oncology. Ann. Surg. Oncol. 2014 Jan; 21(1):5–7.CrossRefPubMed
32.
go back to reference Wanderer, J. P. & Ehrenfeld, J. M. Toward External Validation and Routine Clinical Use of the American College of Surgeons NSQIP Surgical Risk Calculator. J. Am. Coll. Surg. 2016 Oct; 223(4):674.CrossRefPubMed Wanderer, J. P. & Ehrenfeld, J. M. Toward External Validation and Routine Clinical Use of the American College of Surgeons NSQIP Surgical Risk Calculator. J. Am. Coll. Surg. 2016 Oct; 223(4):674.CrossRefPubMed
33.
go back to reference Liu, Y., Cohen, M. E., Ko, C. Y., Bilimoria, K. Y. & Hall, B. L. Considerations in Releasing Equations for the American College of Surgeons NSQIP Surgical Risk Calculator: In Reply to Wanderer and Ehrenfeld. J. Am. Coll. Surg. 2016 Oct; 223(4):674–675. Liu, Y., Cohen, M. E., Ko, C. Y., Bilimoria, K. Y. & Hall, B. L. Considerations in Releasing Equations for the American College of Surgeons NSQIP Surgical Risk Calculator: In Reply to Wanderer and Ehrenfeld. J. Am. Coll. Surg. 2016 Oct; 223(4):674–675.
Metadata
Title
Prospective Validation of the Iowa Rectal Surgery Risk Calculator
Authors
Scott K. Sherman
Jennifer E. Hrabe
Emily Huang
John W. Cromwell
John C. Byrn
Publication date
01-07-2018
Publisher
Springer US
Published in
Journal of Gastrointestinal Surgery / Issue 7/2018
Print ISSN: 1091-255X
Electronic ISSN: 1873-4626
DOI
https://doi.org/10.1007/s11605-018-3770-5

Other articles of this Issue 7/2018

Journal of Gastrointestinal Surgery 7/2018 Go to the issue